Dataset statistics
| Number of variables | 43 |
|---|---|
| Number of observations | 25191 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 8.3 MiB |
| Average record size in memory | 344.0 B |
Variable types
| NUM | 29 |
|---|---|
| BOOL | 8 |
| CAT | 6 |
num_outbound_cmds has constant value "25191" | Constant |
is_host_login has constant value "25191" | Constant |
service has a high cardinality: 66 distinct values | High cardinality |
num_root is highly correlated with num_compromised | High correlation |
num_compromised is highly correlated with num_root | High correlation |
srv_serror_rate is highly correlated with serror_rate and 2 other fields | High correlation |
serror_rate is highly correlated with srv_serror_rate and 2 other fields | High correlation |
srv_rerror_rate is highly correlated with rerror_rate and 2 other fields | High correlation |
rerror_rate is highly correlated with srv_rerror_rate and 2 other fields | High correlation |
dst_host_serror_rate is highly correlated with serror_rate and 2 other fields | High correlation |
dst_host_srv_serror_rate is highly correlated with serror_rate and 2 other fields | High correlation |
dst_host_rerror_rate is highly correlated with rerror_rate and 2 other fields | High correlation |
dst_host_srv_rerror_rate is highly correlated with rerror_rate and 2 other fields | High correlation |
service is highly correlated with protocol_type | High correlation |
protocol_type is highly correlated with service | High correlation |
attack is highly correlated with wrong_fragment | High correlation |
wrong_fragment is highly correlated with attack | High correlation |
src_bytes is highly skewed (γ1 = 157.5554145) | Skewed |
dst_bytes is highly skewed (γ1 = 54.77648949) | Skewed |
num_failed_logins is highly skewed (γ1 = 53.31154923) | Skewed |
num_compromised is highly skewed (γ1 = 62.18985248) | Skewed |
num_root is highly skewed (γ1 = 62.31982588) | Skewed |
num_file_creations is highly skewed (γ1 = 52.14065242) | Skewed |
num_access_files is highly skewed (γ1 = 41.75193449) | Skewed |
duration has 23167 (92.0%) zeros | Zeros |
src_bytes has 9866 (39.2%) zeros | Zeros |
dst_bytes has 13573 (53.9%) zeros | Zeros |
hot has 24671 (97.9%) zeros | Zeros |
num_failed_logins has 25168 (99.9%) zeros | Zeros |
num_compromised has 24919 (98.9%) zeros | Zeros |
num_root has 25057 (99.5%) zeros | Zeros |
num_file_creations has 25125 (99.7%) zeros | Zeros |
num_access_files has 25112 (99.7%) zeros | Zeros |
serror_rate has 17328 (68.8%) zeros | Zeros |
srv_serror_rate has 17707 (70.3%) zeros | Zeros |
rerror_rate has 21984 (87.3%) zeros | Zeros |
srv_rerror_rate has 21958 (87.2%) zeros | Zeros |
same_srv_rate has 543 (2.2%) zeros | Zeros |
diff_srv_rate has 15244 (60.5%) zeros | Zeros |
srv_diff_host_rate has 19516 (77.5%) zeros | Zeros |
dst_host_same_srv_rate has 1379 (5.5%) zeros | Zeros |
dst_host_diff_srv_rate has 9343 (37.1%) zeros | Zeros |
dst_host_same_src_port_rate has 12673 (50.3%) zeros | Zeros |
dst_host_srv_diff_host_rate has 17386 (69.0%) zeros | Zeros |
dst_host_serror_rate has 16220 (64.4%) zeros | Zeros |
dst_host_srv_serror_rate has 17004 (67.5%) zeros | Zeros |
dst_host_rerror_rate has 20688 (82.1%) zeros | Zeros |
dst_host_srv_rerror_rate has 21348 (84.7%) zeros | Zeros |
Reproduction
| Analysis started | 2021-11-11 16:12:01.151985 |
|---|---|
| Analysis finished | 2021-11-11 16:13:37.392303 |
| Duration | 1 minute and 36.24 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 758 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 305.0662141 |
|---|---|
| Minimum | 0 |
| Maximum | 42862 |
| Zeros | 23167 |
| Zeros (%) | 92.0% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 5 |
| Maximum | 42862 |
| Range | 42862 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2686.608278 |
|---|---|
| Coefficient of variation (CV) | 8.806639849 |
| Kurtosis | 146.6950284 |
| Mean | 305.0662141 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.53240986 |
| Sum | 7684923 |
| Variance | 7217864.038 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 23167 | 92.0% | |
| 1 | 374 | 1.5% | |
| 2 | 165 | 0.7% | |
| 3 | 102 | 0.4% | |
| 4 | 75 | 0.3% | |
| 5 | 62 | 0.2% | |
| 6 | 41 | 0.2% | |
| 27 | 40 | 0.2% | |
| 28 | 38 | 0.2% | |
| 7 | 26 | 0.1% | |
| Other values (748) | 1101 | 4.4% |
| Value | Count | Frequency (%) | |
| 0 | 23167 | 92.0% | |
| 1 | 374 | 1.5% | |
| 2 | 165 | 0.7% | |
| 3 | 102 | 0.4% | |
| 4 | 75 | 0.3% |
| Value | Count | Frequency (%) | |
| 42862 | 1 | < 0.1% | |
| 42658 | 1 | < 0.1% | |
| 42636 | 1 | < 0.1% | |
| 42470 | 1 | < 0.1% | |
| 42260 | 1 | < 0.1% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.8 KiB |
| tcp | |
|---|---|
| udp | |
| icmp | 1655 |
| Value | Count | Frequency (%) | |
| tcp | 20525 | 81.5% | |
| udp | 3011 | 12.0% | |
| icmp | 1655 | 6.6% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.065698067 |
| Min length | 3 |
| Distinct | 66 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.8 KiB |
| http | |
|---|---|
| private | |
| domain_u | |
| smtp | |
| ftp_data | |
| Other values (61) |
| Value | Count | Frequency (%) | |
| http | 8003 | 31.8% | |
| private | 4351 | 17.3% | |
| domain_u | 1820 | 7.2% | |
| smtp | 1449 | 5.8% | |
| ftp_data | 1395 | 5.5% | |
| eco_i | 909 | 3.6% | |
| other | 858 | 3.4% | |
| ecr_i | 613 | 2.4% | |
| telnet | 483 | 1.9% | |
| finger | 366 | 1.5% | |
| Other values (56) | 4944 | 19.6% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Length
| Max length | 11 |
|---|---|
| Median length | 5 |
| Mean length | 5.473581835 |
| Min length | 3 |
flag
Categorical
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.8 KiB |
| SF | |
|---|---|
| S0 | |
| REJ | |
| RSTR | 497 |
| RSTO | 304 |
| Other values (6) | 193 |
| Value | Count | Frequency (%) | |
| SF | 14972 | 59.4% | |
| S0 | 7009 | 27.8% | |
| REJ | 2216 | 8.8% | |
| RSTR | 497 | 2.0% | |
| RSTO | 304 | 1.2% | |
| S1 | 88 | 0.3% | |
| SH | 43 | 0.2% | |
| S2 | 21 | 0.1% | |
| RSTOS0 | 21 | 0.1% | |
| S3 | 15 | 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.155095074 |
| Min length | 2 |
| Distinct | 1665 |
|---|---|
| Distinct (%) | 6.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24331.57457 |
|---|---|
| Minimum | 0 |
| Maximum | 381709090 |
| Zeros | 9866 |
| Zeros (%) | 39.2% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 44 |
| Q3 | 279 |
| 95-th percentile | 1486.5 |
| Maximum | 381709090 |
| Range | 381709090 |
| Interquartile range (IQR) | 279 |
Descriptive statistics
| Standard deviation | 2410853.249 |
|---|---|
| Coefficient of variation (CV) | 99.08332247 |
| Kurtosis | 24943.62413 |
| Mean | 24331.57457 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 157.5554145 |
| Sum | 612936695 |
| Variance | 5.81221339e+12 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 9866 | 39.2% | |
| 8 | 738 | 2.9% | |
| 1 | 480 | 1.9% | |
| 44 | 467 | 1.9% | |
| 45 | 416 | 1.7% | |
| 1032 | 390 | 1.5% | |
| 46 | 284 | 1.1% | |
| 43 | 231 | 0.9% | |
| 147 | 210 | 0.8% | |
| 105 | 204 | 0.8% | |
| Other values (1655) | 11905 | 47.3% |
| Value | Count | Frequency (%) | |
| 0 | 9866 | 39.2% | |
| 1 | 480 | 1.9% | |
| 4 | 1 | < 0.1% | |
| 5 | 4 | < 0.1% | |
| 6 | 32 | 0.1% |
| Value | Count | Frequency (%) | |
| 381709090 | 1 | < 0.1% | |
| 7665876 | 1 | < 0.1% | |
| 7248552 | 1 | < 0.1% | |
| 5135678 | 3 | < 0.1% | |
| 5133876 | 8 | < 0.1% |
| Distinct | 3922 |
|---|---|
| Distinct (%) | 15.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3491.985789 |
|---|---|
| Minimum | 0 |
| Maximum | 5151385 |
| Zeros | 13573 |
| Zeros (%) | 53.9% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 530.5 |
| 95-th percentile | 8314 |
| Maximum | 5151385 |
| Range | 5151385 |
| Interquartile range (IQR) | 530.5 |
Descriptive statistics
| Standard deviation | 88832.4788 |
|---|---|
| Coefficient of variation (CV) | 25.43895771 |
| Kurtosis | 3130.04834 |
| Mean | 3491.985789 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 54.77648949 |
| Sum | 87966614 |
| Variance | 7891209290 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 13573 | 53.9% | |
| 105 | 309 | 1.2% | |
| 8314 | 175 | 0.7% | |
| 44 | 115 | 0.5% | |
| 42 | 105 | 0.4% | |
| 330 | 105 | 0.4% | |
| 332 | 103 | 0.4% | |
| 331 | 97 | 0.4% | |
| 4 | 94 | 0.4% | |
| 329 | 88 | 0.3% | |
| Other values (3912) | 10427 | 41.4% |
| Value | Count | Frequency (%) | |
| 0 | 13573 | 53.9% | |
| 1 | 6 | < 0.1% | |
| 4 | 94 | 0.4% | |
| 15 | 7 | < 0.1% | |
| 17 | 7 | < 0.1% |
| Value | Count | Frequency (%) | |
| 5151385 | 1 | < 0.1% | |
| 5150836 | 1 | < 0.1% | |
| 5150772 | 1 | < 0.1% | |
| 5150180 | 1 | < 0.1% | |
| 5149533 | 1 | < 0.1% |
land
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.8 KiB |
| 0 | |
|---|---|
| 1 | 2 |
| Value | Count | Frequency (%) | |
| 0 | 25189 | > 99.9% | |
| 1 | 2 | < 0.1% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.8 KiB |
| 0 | |
|---|---|
| 3 | 187 |
| 1 | 37 |
| Value | Count | Frequency (%) | |
| 0 | 24967 | 99.1% | |
| 3 | 187 | 0.7% | |
| 1 | 37 | 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
urgent
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.8 KiB |
| 0 | |
|---|---|
| 1 | 1 |
| Value | Count | Frequency (%) | |
| 0 | 25190 | > 99.9% | |
| 1 | 1 | < 0.1% |
| Distinct | 22 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1980469215 |
|---|---|
| Minimum | 0 |
| Maximum | 77 |
| Zeros | 24671 |
| Zeros (%) | 97.9% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 77 |
| Range | 77 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.154244164 |
|---|---|
| Coefficient of variation (CV) | 10.87744332 |
| Kurtosis | 213.6893054 |
| Mean | 0.1980469215 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.58926356 |
| Sum | 4989 |
| Variance | 4.64076792 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 24671 | 97.9% | |
| 2 | 200 | 0.8% | |
| 1 | 78 | 0.3% | |
| 30 | 55 | 0.2% | |
| 28 | 52 | 0.2% | |
| 4 | 37 | 0.1% | |
| 6 | 26 | 0.1% | |
| 5 | 17 | 0.1% | |
| 22 | 13 | 0.1% | |
| 24 | 9 | < 0.1% | |
| Other values (12) | 33 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 24671 | 97.9% | |
| 1 | 78 | 0.3% | |
| 2 | 200 | 0.8% | |
| 3 | 7 | < 0.1% | |
| 4 | 37 | 0.1% |
| Value | Count | Frequency (%) | |
| 77 | 1 | < 0.1% | |
| 30 | 55 | 0.2% | |
| 28 | 52 | 0.2% | |
| 25 | 1 | < 0.1% | |
| 24 | 9 | < 0.1% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.001190901512 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros | 25168 |
| Zeros (%) | 99.9% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.04541908114 |
|---|---|
| Coefficient of variation (CV) | 38.13840244 |
| Kurtosis | 3611.778831 |
| Mean | 0.001190901512 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 53.31154923 |
| Sum | 30 |
| Variance | 0.002062892932 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 25168 | 99.9% | |
| 1 | 19 | 0.1% | |
| 2 | 2 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 25168 | 99.9% | |
| 1 | 19 | 0.1% | |
| 2 | 2 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 2 | 2 | < 0.1% | |
| 1 | 19 | 0.1% | |
| 0 | 25168 | 99.9% |
logged_in
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.8 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 15246 | 60.5% | |
| 1 | 9945 | 39.5% |
| Distinct | 28 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.227859156 |
|---|---|
| Minimum | 0 |
| Maximum | 884 |
| Zeros | 24919 |
| Zeros (%) | 98.9% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 884 |
| Range | 884 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 10.41755871 |
|---|---|
| Coefficient of variation (CV) | 45.71928946 |
| Kurtosis | 4313.604413 |
| Mean | 0.227859156 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 62.18985248 |
| Sum | 5740 |
| Variance | 108.5255295 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 24919 | 98.9% | |
| 1 | 194 | 0.8% | |
| 2 | 21 | 0.1% | |
| 4 | 13 | 0.1% | |
| 6 | 8 | < 0.1% | |
| 3 | 7 | < 0.1% | |
| 5 | 5 | < 0.1% | |
| 12 | 2 | < 0.1% | |
| 151 | 2 | < 0.1% | |
| 7 | 2 | < 0.1% | |
| Other values (18) | 18 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 24919 | 98.9% | |
| 1 | 194 | 0.8% | |
| 2 | 21 | 0.1% | |
| 3 | 7 | < 0.1% | |
| 4 | 13 | 0.1% |
| Value | Count | Frequency (%) | |
| 884 | 1 | < 0.1% | |
| 789 | 1 | < 0.1% | |
| 558 | 1 | < 0.1% | |
| 520 | 1 | < 0.1% | |
| 462 | 1 | < 0.1% |
root_shell
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.8 KiB |
| 0 | |
|---|---|
| 1 | 39 |
| Value | Count | Frequency (%) | |
| 0 | 25152 | 99.8% | |
| 1 | 39 | 0.2% |
su_attempted
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.8 KiB |
| 0 | |
|---|---|
| 2 | 13 |
| 1 | 8 |
| Value | Count | Frequency (%) | |
| 0 | 25170 | 99.9% | |
| 2 | 13 | 0.1% | |
| 1 | 8 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct | 28 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2498511373 |
|---|---|
| Minimum | 0 |
| Maximum | 975 |
| Zeros | 25057 |
| Zeros (%) | 99.5% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 975 |
| Range | 975 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 11.50106997 |
|---|---|
| Coefficient of variation (CV) | 46.03168948 |
| Kurtosis | 4315.596023 |
| Mean | 0.2498511373 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 62.31982588 |
| Sum | 6294 |
| Variance | 132.2746104 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 25057 | 99.5% | |
| 1 | 47 | 0.2% | |
| 9 | 24 | 0.1% | |
| 6 | 23 | 0.1% | |
| 2 | 10 | < 0.1% | |
| 5 | 6 | < 0.1% | |
| 3 | 2 | < 0.1% | |
| 4 | 2 | < 0.1% | |
| 91 | 1 | < 0.1% | |
| 512 | 1 | < 0.1% | |
| Other values (18) | 18 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 25057 | 99.5% | |
| 1 | 47 | 0.2% | |
| 2 | 10 | < 0.1% | |
| 3 | 2 | < 0.1% | |
| 4 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 975 | 1 | < 0.1% | |
| 867 | 1 | < 0.1% | |
| 629 | 1 | < 0.1% | |
| 572 | 1 | < 0.1% | |
| 512 | 1 | < 0.1% |
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01472748204 |
|---|---|
| Minimum | 0 |
| Maximum | 40 |
| Zeros | 25125 |
| Zeros (%) | 99.7% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.5296128041 |
|---|---|
| Coefficient of variation (CV) | 35.96085215 |
| Kurtosis | 3158.079648 |
| Mean | 0.01472748204 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 52.14065242 |
| Sum | 371 |
| Variance | 0.2804897223 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 25125 | 99.7% | |
| 1 | 37 | 0.1% | |
| 2 | 7 | < 0.1% | |
| 4 | 3 | < 0.1% | |
| 8 | 2 | < 0.1% | |
| 18 | 2 | < 0.1% | |
| 5 | 2 | < 0.1% | |
| 38 | 1 | < 0.1% | |
| 6 | 1 | < 0.1% | |
| 21 | 1 | < 0.1% | |
| Other values (10) | 10 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 25125 | 99.7% | |
| 1 | 37 | 0.1% | |
| 2 | 7 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 40 | 1 | < 0.1% | |
| 38 | 1 | < 0.1% | |
| 29 | 1 | < 0.1% | |
| 21 | 1 | < 0.1% | |
| 20 | 1 | < 0.1% |
num_shells
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.8 KiB |
| 0 | |
|---|---|
| 1 | 9 |
| Value | Count | Frequency (%) | |
| 0 | 25182 | > 99.9% | |
| 1 | 9 | < 0.1% |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.004326942162 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros | 25112 |
| Zeros (%) | 99.7% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.0985259286 |
|---|---|
| Coefficient of variation (CV) | 22.7703364 |
| Kurtosis | 2499.808557 |
| Mean | 0.004326942162 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 41.75193449 |
| Sum | 109 |
| Variance | 0.009707358607 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 25112 | 99.7% | |
| 1 | 65 | 0.3% | |
| 2 | 8 | < 0.1% | |
| 5 | 2 | < 0.1% | |
| 3 | 2 | < 0.1% | |
| 8 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 25112 | 99.7% | |
| 1 | 65 | 0.3% | |
| 2 | 8 | < 0.1% | |
| 3 | 2 | < 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8 | 1 | < 0.1% | |
| 5 | 2 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 3 | 2 | < 0.1% | |
| 2 | 8 | < 0.1% |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.8 KiB |
| 0 |
|---|
| Value | Count | Frequency (%) | |
| 0 | 25191 | 100.0% |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.8 KiB |
| 0 |
|---|
| Value | Count | Frequency (%) | |
| 0 | 25191 | 100.0% |
is_guest_login
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.8 KiB |
| 0 | |
|---|---|
| 1 | 230 |
| Value | Count | Frequency (%) | |
| 0 | 24961 | 99.1% | |
| 1 | 230 | 0.9% |
_count
Real number (ℝ≥0)
| Distinct | 466 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 84.59445834 |
|---|---|
| Minimum | 1 |
| Maximum | 511 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 14 |
| Q3 | 144 |
| 95-th percentile | 286 |
| Maximum | 511 |
| Range | 510 |
| Interquartile range (IQR) | 142 |
Descriptive statistics
| Standard deviation | 114.6745463 |
|---|---|
| Coefficient of variation (CV) | 1.355579887 |
| Kurtosis | 1.977842794 |
| Mean | 84.59445834 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 1.503678192 |
| Sum | 2131019 |
| Variance | 13150.25157 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 5519 | 21.9% | |
| 2 | 1933 | 7.7% | |
| 3 | 769 | 3.1% | |
| 4 | 696 | 2.8% | |
| 5 | 597 | 2.4% | |
| 6 | 477 | 1.9% | |
| 7 | 462 | 1.8% | |
| 8 | 404 | 1.6% | |
| 9 | 342 | 1.4% | |
| 11 | 317 | 1.3% | |
| Other values (456) | 13675 | 54.3% |
| Value | Count | Frequency (%) | |
| 1 | 5519 | 21.9% | |
| 2 | 1933 | 7.7% | |
| 3 | 769 | 3.1% | |
| 4 | 696 | 2.8% | |
| 5 | 597 | 2.4% |
| Value | Count | Frequency (%) | |
| 511 | 293 | 1.2% | |
| 510 | 58 | 0.2% | |
| 509 | 49 | 0.2% | |
| 508 | 6 | < 0.1% | |
| 507 | 1 | < 0.1% |
srv_count
Real number (ℝ≥0)
| Distinct | 414 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.69977373 |
|---|---|
| Minimum | 1 |
| Maximum | 511 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 8 |
| Q3 | 18 |
| 95-th percentile | 157 |
| Maximum | 511 |
| Range | 510 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 72.46949952 |
|---|---|
| Coefficient of variation (CV) | 2.616248791 |
| Kurtosis | 24.39561696 |
| Mean | 27.69977373 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 4.707424196 |
| Sum | 697785 |
| Variance | 5251.82836 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 5080 | 20.2% | |
| 2 | 2537 | 10.1% | |
| 3 | 1223 | 4.9% | |
| 4 | 1086 | 4.3% | |
| 5 | 913 | 3.6% | |
| 6 | 849 | 3.4% | |
| 7 | 800 | 3.2% | |
| 8 | 751 | 3.0% | |
| 9 | 718 | 2.9% | |
| 11 | 688 | 2.7% | |
| Other values (404) | 10546 | 41.9% |
| Value | Count | Frequency (%) | |
| 1 | 5080 | 20.2% | |
| 2 | 2537 | 10.1% | |
| 3 | 1223 | 4.9% | |
| 4 | 1086 | 4.3% | |
| 5 | 913 | 3.6% |
| Value | Count | Frequency (%) | |
| 511 | 200 | 0.8% | |
| 510 | 36 | 0.1% | |
| 509 | 6 | < 0.1% | |
| 508 | 2 | < 0.1% | |
| 500 | 1 | < 0.1% |
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2863490929 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 17328 |
| Zeros (%) | 68.8% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.4473175631 |
|---|---|
| Coefficient of variation (CV) | 1.562140667 |
| Kurtosis | -1.074506772 |
| Mean | 0.2863490929 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.9525852523 |
| Sum | 7213.42 |
| Variance | 0.2000930022 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 17328 | 68.8% | |
| 1 | 6941 | 27.6% | |
| 0.5 | 122 | 0.5% | |
| 0.07 | 53 | 0.2% | |
| 0.05 | 50 | 0.2% | |
| 0.06 | 50 | 0.2% | |
| 0.33 | 48 | 0.2% | |
| 0.08 | 46 | 0.2% | |
| 0.01 | 46 | 0.2% | |
| 0.25 | 43 | 0.2% | |
| Other values (60) | 464 | 1.8% |
| Value | Count | Frequency (%) | |
| 0 | 17328 | 68.8% | |
| 0.01 | 46 | 0.2% | |
| 0.02 | 16 | 0.1% | |
| 0.03 | 31 | 0.1% | |
| 0.04 | 29 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 6941 | 27.6% | |
| 0.99 | 41 | 0.2% | |
| 0.98 | 12 | < 0.1% | |
| 0.97 | 16 | 0.1% | |
| 0.96 | 7 | < 0.1% |
| Distinct | 56 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2837735699 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 17707 |
| Zeros (%) | 70.3% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.4476042213 |
|---|---|
| Coefficient of variation (CV) | 1.577328788 |
| Kurtosis | -1.058006171 |
| Mean | 0.2837735699 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.9634382678 |
| Sum | 7148.54 |
| Variance | 0.2003495389 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 17707 | 70.3% | |
| 1 | 7003 | 27.8% | |
| 0.5 | 94 | 0.4% | |
| 0.33 | 51 | 0.2% | |
| 0.25 | 42 | 0.2% | |
| 0.2 | 32 | 0.1% | |
| 0.05 | 26 | 0.1% | |
| 0.17 | 22 | 0.1% | |
| 0.04 | 20 | 0.1% | |
| 0.03 | 20 | 0.1% | |
| Other values (46) | 174 | 0.7% |
| Value | Count | Frequency (%) | |
| 0 | 17707 | 70.3% | |
| 0.01 | 1 | < 0.1% | |
| 0.02 | 13 | 0.1% | |
| 0.03 | 20 | 0.1% | |
| 0.04 | 20 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 7003 | 27.8% | |
| 0.95 | 9 | < 0.1% | |
| 0.94 | 1 | < 0.1% | |
| 0.93 | 1 | < 0.1% | |
| 0.92 | 3 | < 0.1% |
| Distinct | 72 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1186348299 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 21984 |
| Zeros (%) | 87.3% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3187509212 |
|---|---|
| Coefficient of variation (CV) | 2.686824109 |
| Kurtosis | 3.546871697 |
| Mean | 0.1186348299 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.346288847 |
| Sum | 2988.53 |
| Variance | 0.1016021497 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 21984 | 87.3% | |
| 1 | 2552 | 10.1% | |
| 0.9 | 43 | 0.2% | |
| 0.89 | 39 | 0.2% | |
| 0.91 | 38 | 0.2% | |
| 0.92 | 38 | 0.2% | |
| 0.95 | 37 | 0.1% | |
| 0.5 | 36 | 0.1% | |
| 0.93 | 34 | 0.1% | |
| 0.94 | 31 | 0.1% | |
| Other values (62) | 359 | 1.4% |
| Value | Count | Frequency (%) | |
| 0 | 21984 | 87.3% | |
| 0.01 | 8 | < 0.1% | |
| 0.02 | 15 | 0.1% | |
| 0.03 | 21 | 0.1% | |
| 0.04 | 9 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 2552 | 10.1% | |
| 0.99 | 6 | < 0.1% | |
| 0.98 | 2 | < 0.1% | |
| 0.97 | 7 | < 0.1% | |
| 0.96 | 11 | < 0.1% |
| Distinct | 42 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1202651741 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 21958 |
| Zeros (%) | 87.2% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3223408593 |
|---|---|
| Coefficient of variation (CV) | 2.680251052 |
| Kurtosis | 3.513549391 |
| Mean | 0.1202651741 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.340717599 |
| Sum | 3029.6 |
| Variance | 0.1039036296 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 21958 | 87.2% | |
| 1 | 2937 | 11.7% | |
| 0.5 | 56 | 0.2% | |
| 0.33 | 32 | 0.1% | |
| 0.25 | 26 | 0.1% | |
| 0.17 | 17 | 0.1% | |
| 0.2 | 16 | 0.1% | |
| 0.04 | 14 | 0.1% | |
| 0.08 | 11 | < 0.1% | |
| 0.67 | 11 | < 0.1% | |
| Other values (32) | 113 | 0.4% |
| Value | Count | Frequency (%) | |
| 0 | 21958 | 87.2% | |
| 0.02 | 9 | < 0.1% | |
| 0.03 | 8 | < 0.1% | |
| 0.04 | 14 | 0.1% | |
| 0.05 | 8 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 2937 | 11.7% | |
| 0.85 | 1 | < 0.1% | |
| 0.84 | 1 | < 0.1% | |
| 0.83 | 3 | < 0.1% | |
| 0.81 | 2 | < 0.1% |
| Distinct | 97 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6605454329 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 543 |
| Zeros (%) | 2.2% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.01 |
| Q1 | 0.09 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.91 |
Descriptive statistics
| Standard deviation | 0.4396409045 |
|---|---|
| Coefficient of variation (CV) | 0.6655725444 |
| Kurtosis | -1.611808292 |
| Mean | 0.6605454329 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.5704244952 |
| Sum | 16639.8 |
| Variance | 0.1932841249 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 15356 | 61.0% | |
| 0.01 | 827 | 3.3% | |
| 0.02 | 710 | 2.8% | |
| 0.06 | 681 | 2.7% | |
| 0.03 | 678 | 2.7% | |
| 0.07 | 671 | 2.7% | |
| 0.04 | 658 | 2.6% | |
| 0.08 | 601 | 2.4% | |
| 0.05 | 590 | 2.3% | |
| 0 | 543 | 2.2% | |
| Other values (87) | 3876 | 15.4% |
| Value | Count | Frequency (%) | |
| 0 | 543 | 2.2% | |
| 0.01 | 827 | 3.3% | |
| 0.02 | 710 | 2.8% | |
| 0.03 | 678 | 2.7% | |
| 0.04 | 658 | 2.6% |
| Value | Count | Frequency (%) | |
| 1 | 15356 | 61.0% | |
| 0.99 | 147 | 0.6% | |
| 0.98 | 18 | 0.1% | |
| 0.97 | 9 | < 0.1% | |
| 0.96 | 4 | < 0.1% |
| Distinct | 79 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.06236552737 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 15244 |
| Zeros (%) | 60.5% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.06 |
| 95-th percentile | 0.29 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.06 |
Descriptive statistics
| Standard deviation | 0.1785531078 |
|---|---|
| Coefficient of variation (CV) | 2.863009668 |
| Kurtosis | 19.29491884 |
| Mean | 0.06236552737 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.417653605 |
| Sum | 1571.05 |
| Variance | 0.03188121232 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 15244 | 60.5% | |
| 0.06 | 3861 | 15.3% | |
| 0.07 | 1947 | 7.7% | |
| 0.05 | 1350 | 5.4% | |
| 1 | 663 | 2.6% | |
| 0.08 | 374 | 1.5% | |
| 0.01 | 194 | 0.8% | |
| 0.04 | 130 | 0.5% | |
| 0.09 | 121 | 0.5% | |
| 0.5 | 116 | 0.5% | |
| Other values (69) | 1191 | 4.7% |
| Value | Count | Frequency (%) | |
| 0 | 15244 | 60.5% | |
| 0.01 | 194 | 0.8% | |
| 0.02 | 49 | 0.2% | |
| 0.03 | 48 | 0.2% | |
| 0.04 | 130 | 0.5% |
| Value | Count | Frequency (%) | |
| 1 | 663 | 2.6% | |
| 0.99 | 10 | < 0.1% | |
| 0.98 | 2 | < 0.1% | |
| 0.97 | 1 | < 0.1% | |
| 0.96 | 8 | < 0.1% |
| Distinct | 57 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0959346592 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 19516 |
| Zeros (%) | 77.5% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.2565872279 |
|---|---|
| Coefficient of variation (CV) | 2.674604048 |
| Kurtosis | 7.009699745 |
| Mean | 0.0959346592 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.885866409 |
| Sum | 2416.69 |
| Variance | 0.0658370055 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 19516 | 77.5% | |
| 1 | 1559 | 6.2% | |
| 0.01 | 586 | 2.3% | |
| 0.67 | 210 | 0.8% | |
| 0.5 | 193 | 0.8% | |
| 0.12 | 170 | 0.7% | |
| 0.33 | 167 | 0.7% | |
| 0.25 | 164 | 0.7% | |
| 0.02 | 153 | 0.6% | |
| 0.11 | 143 | 0.6% | |
| Other values (47) | 2330 | 9.2% |
| Value | Count | Frequency (%) | |
| 0 | 19516 | 77.5% | |
| 0.01 | 586 | 2.3% | |
| 0.02 | 153 | 0.6% | |
| 0.03 | 40 | 0.2% | |
| 0.04 | 39 | 0.2% |
| Value | Count | Frequency (%) | |
| 1 | 1559 | 6.2% | |
| 0.88 | 1 | < 0.1% | |
| 0.83 | 1 | < 0.1% | |
| 0.8 | 14 | 0.1% | |
| 0.75 | 58 | 0.2% |
dst_host_count
Real number (ℝ≥0)
| Distinct | 256 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 182.5333651 |
|---|---|
| Minimum | 0 |
| Maximum | 255 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 84 |
| median | 255 |
| Q3 | 255 |
| 95-th percentile | 255 |
| Maximum | 255 |
| Range | 255 |
| Interquartile range (IQR) | 171 |
Descriptive statistics
| Standard deviation | 98.99564787 |
|---|---|
| Coefficient of variation (CV) | 0.5423427537 |
| Kurtosis | -1.044798262 |
| Mean | 182.5333651 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.8431872319 |
| Sum | 4598198 |
| Variance | 9800.138297 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 255 | 14850 | 58.9% | |
| 1 | 601 | 2.4% | |
| 2 | 554 | 2.2% | |
| 3 | 251 | 1.0% | |
| 4 | 241 | 1.0% | |
| 5 | 162 | 0.6% | |
| 6 | 157 | 0.6% | |
| 8 | 134 | 0.5% | |
| 10 | 112 | 0.4% | |
| 11 | 111 | 0.4% | |
| Other values (246) | 8018 | 31.8% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 1 | 601 | 2.4% | |
| 2 | 554 | 2.2% | |
| 3 | 251 | 1.0% | |
| 4 | 241 | 1.0% |
| Value | Count | Frequency (%) | |
| 255 | 14850 | 58.9% | |
| 254 | 17 | 0.1% | |
| 253 | 17 | 0.1% | |
| 252 | 17 | 0.1% | |
| 251 | 12 | < 0.1% |
dst_host_srv_count
Real number (ℝ≥0)
| Distinct | 256 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 115.0666111 |
|---|---|
| Minimum | 0 |
| Maximum | 255 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 10 |
| median | 61 |
| Q3 | 255 |
| 95-th percentile | 255 |
| Maximum | 255 |
| Range | 255 |
| Interquartile range (IQR) | 245 |
Descriptive statistics
| Standard deviation | 110.6475914 |
|---|---|
| Coefficient of variation (CV) | 0.9615959867 |
| Kurtosis | -1.751079331 |
| Mean | 115.0666111 |
| Median Absolute Deviation (MAD) | 59 |
| Skewness | 0.2942359952 |
| Sum | 2898643 |
| Variance | 12242.88949 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 255 | 7148 | 28.4% | |
| 1 | 1658 | 6.6% | |
| 2 | 1041 | 4.1% | |
| 3 | 556 | 2.2% | |
| 4 | 516 | 2.0% | |
| 20 | 475 | 1.9% | |
| 5 | 464 | 1.8% | |
| 6 | 453 | 1.8% | |
| 254 | 440 | 1.7% | |
| 19 | 433 | 1.7% | |
| Other values (246) | 12007 | 47.7% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 1 | 1658 | 6.6% | |
| 2 | 1041 | 4.1% | |
| 3 | 556 | 2.2% | |
| 4 | 516 | 2.0% |
| Value | Count | Frequency (%) | |
| 255 | 7148 | 28.4% | |
| 254 | 440 | 1.7% | |
| 253 | 91 | 0.4% | |
| 252 | 35 | 0.1% | |
| 251 | 81 | 0.3% |
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5198046922 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 1379 |
| Zeros (%) | 5.5% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.05 |
| median | 0.51 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.95 |
Descriptive statistics
| Standard deviation | 0.4489474187 |
|---|---|
| Coefficient of variation (CV) | 0.8636848138 |
| Kurtosis | -1.88463729 |
| Mean | 0.5198046922 |
| Median Absolute Deviation (MAD) | 0.49 |
| Skewness | -0.004097744734 |
| Sum | 13094.4 |
| Variance | 0.2015537848 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 9758 | 38.7% | |
| 0.01 | 1541 | 6.1% | |
| 0 | 1379 | 5.5% | |
| 0.02 | 1325 | 5.3% | |
| 0.07 | 1122 | 4.5% | |
| 0.04 | 1046 | 4.2% | |
| 0.05 | 1017 | 4.0% | |
| 0.03 | 799 | 3.2% | |
| 0.06 | 701 | 2.8% | |
| 0.08 | 577 | 2.3% | |
| Other values (91) | 5926 | 23.5% |
| Value | Count | Frequency (%) | |
| 0 | 1379 | 5.5% | |
| 0.01 | 1541 | 6.1% | |
| 0.02 | 1325 | 5.3% | |
| 0.03 | 799 | 3.2% | |
| 0.04 | 1046 | 4.2% |
| Value | Count | Frequency (%) | |
| 1 | 9758 | 38.7% | |
| 0.99 | 121 | 0.5% | |
| 0.98 | 170 | 0.7% | |
| 0.97 | 101 | 0.4% | |
| 0.96 | 160 | 0.6% |
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08254058989 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 9343 |
| Zeros (%) | 37.1% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.03 |
| Q3 | 0.07 |
| 95-th percentile | 0.56 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.07 |
Descriptive statistics
| Standard deviation | 0.1871945364 |
|---|---|
| Coefficient of variation (CV) | 2.267908875 |
| Kurtosis | 12.72682201 |
| Mean | 0.08254058989 |
| Median Absolute Deviation (MAD) | 0.03 |
| Skewness | 3.616097637 |
| Sum | 2079.28 |
| Variance | 0.03504179445 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 9343 | 37.1% | |
| 0.07 | 3448 | 13.7% | |
| 0.06 | 1917 | 7.6% | |
| 0.01 | 1881 | 7.5% | |
| 0.05 | 1436 | 5.7% | |
| 0.08 | 1367 | 5.4% | |
| 0.02 | 1327 | 5.3% | |
| 0.03 | 744 | 3.0% | |
| 0.04 | 603 | 2.4% | |
| 0.09 | 523 | 2.1% | |
| Other values (91) | 2602 | 10.3% |
| Value | Count | Frequency (%) | |
| 0 | 9343 | 37.1% | |
| 0.01 | 1881 | 7.5% | |
| 0.02 | 1327 | 5.3% | |
| 0.03 | 744 | 3.0% | |
| 0.04 | 603 | 2.4% |
| Value | Count | Frequency (%) | |
| 1 | 408 | 1.6% | |
| 0.99 | 7 | < 0.1% | |
| 0.98 | 6 | < 0.1% | |
| 0.97 | 18 | 0.1% | |
| 0.96 | 12 | < 0.1% |
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1474518677 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 12673 |
| Zeros (%) | 50.3% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.06 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.06 |
Descriptive statistics
| Standard deviation | 0.3083726791 |
|---|---|
| Coefficient of variation (CV) | 2.09134468 |
| Kurtosis | 2.810599508 |
| Mean | 0.1474518677 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.098494475 |
| Sum | 3714.46 |
| Variance | 0.09509370923 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 12673 | 50.3% | |
| 0.01 | 3557 | 14.1% | |
| 1 | 2052 | 8.1% | |
| 0.02 | 1115 | 4.4% | |
| 0.03 | 624 | 2.5% | |
| 0.04 | 447 | 1.8% | |
| 0.05 | 315 | 1.3% | |
| 0.5 | 232 | 0.9% | |
| 0.08 | 230 | 0.9% | |
| 0.06 | 226 | 0.9% | |
| Other values (91) | 3720 | 14.8% |
| Value | Count | Frequency (%) | |
| 0 | 12673 | 50.3% | |
| 0.01 | 3557 | 14.1% | |
| 0.02 | 1115 | 4.4% | |
| 0.03 | 624 | 2.5% | |
| 0.04 | 447 | 1.8% |
| Value | Count | Frequency (%) | |
| 1 | 2052 | 8.1% | |
| 0.99 | 19 | 0.1% | |
| 0.98 | 37 | 0.1% | |
| 0.97 | 32 | 0.1% | |
| 0.96 | 46 | 0.2% |
| Distinct | 63 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03184550038 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 17386 |
| Zeros (%) | 69.0% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.02 |
| 95-th percentile | 0.18 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.02 |
Descriptive statistics
| Standard deviation | 0.1105769816 |
|---|---|
| Coefficient of variation (CV) | 3.47229531 |
| Kurtosis | 36.89752202 |
| Mean | 0.03184550038 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.616948128 |
| Sum | 802.22 |
| Variance | 0.01222726886 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 17386 | 69.0% | |
| 0.02 | 1612 | 6.4% | |
| 0.01 | 1468 | 5.8% | |
| 0.03 | 950 | 3.8% | |
| 0.04 | 870 | 3.5% | |
| 0.05 | 608 | 2.4% | |
| 0.5 | 317 | 1.3% | |
| 0.06 | 264 | 1.0% | |
| 0.07 | 215 | 0.9% | |
| 0.25 | 205 | 0.8% | |
| Other values (53) | 1296 | 5.1% |
| Value | Count | Frequency (%) | |
| 0 | 17386 | 69.0% | |
| 0.01 | 1468 | 5.8% | |
| 0.02 | 1612 | 6.4% | |
| 0.03 | 950 | 3.8% | |
| 0.04 | 870 | 3.5% |
| Value | Count | Frequency (%) | |
| 1 | 132 | 0.5% | |
| 0.97 | 1 | < 0.1% | |
| 0.86 | 1 | < 0.1% | |
| 0.8 | 1 | < 0.1% | |
| 0.75 | 3 | < 0.1% |
| Distinct | 100 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2858115994 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 16220 |
| Zeros (%) | 64.4% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.4453216733 |
|---|---|
| Coefficient of variation (CV) | 1.558095173 |
| Kurtosis | -1.061476859 |
| Mean | 0.2858115994 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.9580857646 |
| Sum | 7199.88 |
| Variance | 0.1983113927 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 16220 | 64.4% | |
| 1 | 6739 | 26.8% | |
| 0.01 | 680 | 2.7% | |
| 0.02 | 237 | 0.9% | |
| 0.03 | 149 | 0.6% | |
| 0.04 | 83 | 0.3% | |
| 0.09 | 79 | 0.3% | |
| 0.08 | 69 | 0.3% | |
| 0.05 | 64 | 0.3% | |
| 0.99 | 59 | 0.2% | |
| Other values (90) | 812 | 3.2% |
| Value | Count | Frequency (%) | |
| 0 | 16220 | 64.4% | |
| 0.01 | 680 | 2.7% | |
| 0.02 | 237 | 0.9% | |
| 0.03 | 149 | 0.6% | |
| 0.04 | 83 | 0.3% |
| Value | Count | Frequency (%) | |
| 1 | 6739 | 26.8% | |
| 0.99 | 59 | 0.2% | |
| 0.98 | 36 | 0.1% | |
| 0.97 | 18 | 0.1% | |
| 0.96 | 20 | 0.1% |
| Distinct | 88 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2798574888 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 17004 |
| Zeros (%) | 67.5% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.4460806954 |
|---|---|
| Coefficient of variation (CV) | 1.593956615 |
| Kurtosis | -1.021843643 |
| Mean | 0.2798574888 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.9842773495 |
| Sum | 7049.89 |
| Variance | 0.1989879868 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 17004 | 67.5% | |
| 1 | 6862 | 27.2% | |
| 0.01 | 758 | 3.0% | |
| 0.02 | 136 | 0.5% | |
| 0.03 | 32 | 0.1% | |
| 0.5 | 24 | 0.1% | |
| 0.12 | 16 | 0.1% | |
| 0.08 | 16 | 0.1% | |
| 0.04 | 15 | 0.1% | |
| 0.05 | 15 | 0.1% | |
| Other values (78) | 313 | 1.2% |
| Value | Count | Frequency (%) | |
| 0 | 17004 | 67.5% | |
| 0.01 | 758 | 3.0% | |
| 0.02 | 136 | 0.5% | |
| 0.03 | 32 | 0.1% | |
| 0.04 | 15 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 6862 | 27.2% | |
| 0.98 | 6 | < 0.1% | |
| 0.97 | 13 | 0.1% | |
| 0.96 | 13 | 0.1% | |
| 0.95 | 6 | < 0.1% |
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1178027867 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 20688 |
| Zeros (%) | 82.1% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3058750185 |
|---|---|
| Coefficient of variation (CV) | 2.596500703 |
| Kurtosis | 3.765270354 |
| Mean | 0.1178027867 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.363640783 |
| Sum | 2967.57 |
| Variance | 0.09355952696 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 20688 | 82.1% | |
| 1 | 2069 | 8.2% | |
| 0.01 | 359 | 1.4% | |
| 0.02 | 232 | 0.9% | |
| 0.03 | 110 | 0.4% | |
| 0.05 | 84 | 0.3% | |
| 0.04 | 77 | 0.3% | |
| 0.92 | 52 | 0.2% | |
| 0.9 | 46 | 0.2% | |
| 0.91 | 43 | 0.2% | |
| Other values (91) | 1431 | 5.7% |
| Value | Count | Frequency (%) | |
| 0 | 20688 | 82.1% | |
| 0.01 | 359 | 1.4% | |
| 0.02 | 232 | 0.9% | |
| 0.03 | 110 | 0.4% | |
| 0.04 | 77 | 0.3% |
| Value | Count | Frequency (%) | |
| 1 | 2069 | 8.2% | |
| 0.99 | 7 | < 0.1% | |
| 0.98 | 12 | < 0.1% | |
| 0.97 | 20 | 0.1% | |
| 0.96 | 39 | 0.2% |
| Distinct | 100 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1187741654 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 21348 |
| Zeros (%) | 84.7% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3173388846 |
|---|---|
| Coefficient of variation (CV) | 2.671783747 |
| Kurtosis | 3.632762439 |
| Mean | 0.1187741654 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.360413913 |
| Sum | 2992.04 |
| Variance | 0.1007039677 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 21348 | 84.7% | |
| 1 | 2617 | 10.4% | |
| 0.01 | 253 | 1.0% | |
| 0.02 | 124 | 0.5% | |
| 0.03 | 78 | 0.3% | |
| 0.04 | 69 | 0.3% | |
| 0.05 | 63 | 0.3% | |
| 0.06 | 36 | 0.1% | |
| 0.99 | 33 | 0.1% | |
| 0.98 | 30 | 0.1% | |
| Other values (90) | 540 | 2.1% |
| Value | Count | Frequency (%) | |
| 0 | 21348 | 84.7% | |
| 0.01 | 253 | 1.0% | |
| 0.02 | 124 | 0.5% | |
| 0.03 | 78 | 0.3% | |
| 0.04 | 69 | 0.3% |
| Value | Count | Frequency (%) | |
| 1 | 2617 | 10.4% | |
| 0.99 | 33 | 0.1% | |
| 0.98 | 30 | 0.1% | |
| 0.97 | 19 | 0.1% | |
| 0.96 | 17 | 0.1% |
| Distinct | 22 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.8 KiB |
| normal | |
|---|---|
| neptune | |
| ipsweep | 710 |
| satan | 691 |
| portsweep | 587 |
| Other values (17) |
| Value | Count | Frequency (%) | |
| normal | 13448 | 53.4% | |
| neptune | 8282 | 32.9% | |
| ipsweep | 710 | 2.8% | |
| satan | 691 | 2.7% | |
| portsweep | 587 | 2.3% | |
| smurf | 529 | 2.1% | |
| nmap | 301 | 1.2% | |
| back | 196 | 0.8% | |
| teardrop | 188 | 0.7% | |
| warezclient | 181 | 0.7% | |
| Other values (12) | 78 | 0.3% |
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | < 0.1% |
Length
| Max length | 15 |
|---|---|
| Median length | 6 |
| Mean length | 6.390972967 |
| Min length | 3 |
level
Real number (ℝ≥0)
| Distinct | 22 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.48767417 |
|---|---|
| Minimum | 0 |
| Maximum | 21 |
| Zeros | 12 |
| Zeros (%) | < 0.1% |
| Memory size | 196.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 18 |
| median | 20 |
| Q3 | 21 |
| 95-th percentile | 21 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.328584844 |
|---|---|
| Coefficient of variation (CV) | 0.1194901364 |
| Kurtosis | 13.16406373 |
| Mean | 19.48767417 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -2.900198359 |
| Sum | 490914 |
| Variance | 5.422307377 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 21 | 12495 | 49.6% | |
| 18 | 4142 | 16.4% | |
| 20 | 3861 | 15.3% | |
| 19 | 2047 | 8.1% | |
| 15 | 802 | 3.2% | |
| 17 | 587 | 2.3% | |
| 16 | 469 | 1.9% | |
| 12 | 162 | 0.6% | |
| 14 | 149 | 0.6% | |
| 11 | 126 | 0.5% | |
| Other values (12) | 351 | 1.4% |
| Value | Count | Frequency (%) | |
| 0 | 12 | < 0.1% | |
| 1 | 17 | 0.1% | |
| 2 | 10 | < 0.1% | |
| 3 | 14 | 0.1% | |
| 4 | 14 | 0.1% |
| Value | Count | Frequency (%) | |
| 21 | 12495 | 49.6% | |
| 20 | 3861 | 15.3% | |
| 19 | 2047 | 8.1% | |
| 18 | 4142 | 16.4% | |
| 17 | 587 | 2.3% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| duration | protocol_type | service | flag | src_bytes | dst_bytes | land | wrong_fragment | urgent | hot | num_failed_logins | logged_in | num_compromised | root_shell | su_attempted | num_root | num_file_creations | num_shells | num_access_files | num_outbound_cmds | is_host_login | is_guest_login | _count | srv_count | serror_rate | srv_serror_rate | rerror_rate | srv_rerror_rate | same_srv_rate | diff_srv_rate | srv_diff_host_rate | dst_host_count | dst_host_srv_count | dst_host_same_srv_rate | dst_host_diff_srv_rate | dst_host_same_src_port_rate | dst_host_srv_diff_host_rate | dst_host_serror_rate | dst_host_srv_serror_rate | dst_host_rerror_rate | dst_host_srv_rerror_rate | attack | level | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | udp | other | SF | 146 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 13 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.08 | 0.15 | 0.00 | 255 | 1 | 0.00 | 0.60 | 0.88 | 0.00 | 0.00 | 0.00 | 0.0 | 0.00 | normal | 15 |
| 1 | 0 | tcp | private | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 123 | 6 | 1.0 | 1.0 | 0.0 | 0.0 | 0.05 | 0.07 | 0.00 | 255 | 26 | 0.10 | 0.05 | 0.00 | 0.00 | 1.00 | 1.00 | 0.0 | 0.00 | neptune | 19 |
| 2 | 0 | tcp | http | SF | 232 | 8153 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 5 | 0.2 | 0.2 | 0.0 | 0.0 | 1.00 | 0.00 | 0.00 | 30 | 255 | 1.00 | 0.00 | 0.03 | 0.04 | 0.03 | 0.01 | 0.0 | 0.01 | normal | 21 |
| 3 | 0 | tcp | http | SF | 199 | 420 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 30 | 32 | 0.0 | 0.0 | 0.0 | 0.0 | 1.00 | 0.00 | 0.09 | 255 | 255 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.0 | 0.00 | normal | 21 |
| 4 | 0 | tcp | private | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 121 | 19 | 0.0 | 0.0 | 1.0 | 1.0 | 0.16 | 0.06 | 0.00 | 255 | 19 | 0.07 | 0.07 | 0.00 | 0.00 | 0.00 | 0.00 | 1.0 | 1.00 | neptune | 21 |
| 5 | 0 | tcp | private | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 166 | 9 | 1.0 | 1.0 | 0.0 | 0.0 | 0.05 | 0.06 | 0.00 | 255 | 9 | 0.04 | 0.05 | 0.00 | 0.00 | 1.00 | 1.00 | 0.0 | 0.00 | neptune | 21 |
| 6 | 0 | tcp | private | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 117 | 16 | 1.0 | 1.0 | 0.0 | 0.0 | 0.14 | 0.06 | 0.00 | 255 | 15 | 0.06 | 0.07 | 0.00 | 0.00 | 1.00 | 1.00 | 0.0 | 0.00 | neptune | 21 |
| 7 | 0 | tcp | remote_job | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 270 | 23 | 1.0 | 1.0 | 0.0 | 0.0 | 0.09 | 0.05 | 0.00 | 255 | 23 | 0.09 | 0.05 | 0.00 | 0.00 | 1.00 | 1.00 | 0.0 | 0.00 | neptune | 21 |
| 8 | 0 | tcp | private | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 133 | 8 | 1.0 | 1.0 | 0.0 | 0.0 | 0.06 | 0.06 | 0.00 | 255 | 13 | 0.05 | 0.06 | 0.00 | 0.00 | 1.00 | 1.00 | 0.0 | 0.00 | neptune | 21 |
| 9 | 0 | tcp | private | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 205 | 12 | 0.0 | 0.0 | 1.0 | 1.0 | 0.06 | 0.06 | 0.00 | 255 | 12 | 0.05 | 0.07 | 0.00 | 0.00 | 0.00 | 0.00 | 1.0 | 1.00 | neptune | 21 |
Last rows
| duration | protocol_type | service | flag | src_bytes | dst_bytes | land | wrong_fragment | urgent | hot | num_failed_logins | logged_in | num_compromised | root_shell | su_attempted | num_root | num_file_creations | num_shells | num_access_files | num_outbound_cmds | is_host_login | is_guest_login | _count | srv_count | serror_rate | srv_serror_rate | rerror_rate | srv_rerror_rate | same_srv_rate | diff_srv_rate | srv_diff_host_rate | dst_host_count | dst_host_srv_count | dst_host_same_srv_rate | dst_host_diff_srv_rate | dst_host_same_src_port_rate | dst_host_srv_diff_host_rate | dst_host_serror_rate | dst_host_srv_serror_rate | dst_host_rerror_rate | dst_host_srv_rerror_rate | attack | level | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 25181 | 0 | tcp | other | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 511 | 1 | 0.12 | 0.00 | 0.85 | 1.0 | 0.00 | 1.00 | 0.00 | 255 | 1 | 0.00 | 1.00 | 0.00 | 0.00 | 0.16 | 0.0 | 0.82 | 1.0 | satan | 20 |
| 25182 | 0 | tcp | private | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 314 | 1 | 0.03 | 0.00 | 0.95 | 1.0 | 0.00 | 1.00 | 0.00 | 255 | 1 | 0.00 | 1.00 | 0.00 | 0.00 | 0.04 | 0.0 | 0.96 | 1.0 | satan | 18 |
| 25183 | 29 | tcp | ftp | SF | 329 | 1063 | 0 | 0 | 0 | 6 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0.00 | 0.00 | 0.00 | 0.0 | 1.00 | 0.00 | 0.00 | 255 | 60 | 0.24 | 0.02 | 0.00 | 0.00 | 0.00 | 0.0 | 0.03 | 0.1 | normal | 20 |
| 25184 | 1 | tcp | smtp | SF | 2896 | 333 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 3 | 0.00 | 0.00 | 0.00 | 0.0 | 1.00 | 0.00 | 1.00 | 12 | 11 | 0.92 | 0.17 | 0.08 | 0.00 | 0.00 | 0.0 | 0.00 | 0.0 | normal | 21 |
| 25185 | 0 | tcp | http | S1 | 339 | 14600 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 33 | 0.50 | 0.03 | 0.00 | 0.0 | 1.00 | 0.00 | 0.06 | 173 | 255 | 1.00 | 0.00 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.0 | normal | 20 |
| 25186 | 0 | tcp | exec | RSTO | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 100 | 7 | 0.00 | 0.00 | 1.00 | 1.0 | 0.07 | 0.07 | 0.00 | 255 | 7 | 0.03 | 0.06 | 0.00 | 0.00 | 0.00 | 0.0 | 1.00 | 1.0 | neptune | 19 |
| 25187 | 0 | tcp | ftp_data | SF | 334 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.00 | 0.00 | 0.00 | 0.0 | 1.00 | 0.00 | 0.00 | 1 | 39 | 1.00 | 0.00 | 1.00 | 0.18 | 0.00 | 0.0 | 0.00 | 0.0 | warezclient | 12 |
| 25188 | 0 | tcp | private | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 105 | 7 | 0.00 | 0.00 | 1.00 | 1.0 | 0.07 | 0.07 | 0.00 | 255 | 13 | 0.05 | 0.07 | 0.00 | 0.00 | 0.00 | 0.0 | 1.00 | 1.0 | neptune | 21 |
| 25189 | 0 | tcp | nnsp | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 129 | 18 | 1.00 | 1.00 | 0.00 | 0.0 | 0.14 | 0.06 | 0.00 | 255 | 20 | 0.08 | 0.06 | 0.00 | 0.00 | 1.00 | 1.0 | 0.00 | 0.0 | neptune | 20 |
| 25190 | 0 | tcp | finger | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 38 | 9 | 1.00 | 1.00 | 0.00 | 0.0 | 0.24 | 0.11 | 0.00 | 255 | 49 | 0.19 | 0.03 | 0.01 | 0.00 | 1.00 | 1.0 | 0.00 | 0.0 | neptune | 18 |